Pandas Profiling Report

Dataset statistics

Number of variables	24
Number of observations	1245
Missing cells	476
Missing cells (%)	1.6%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	233.6 KiB
Average record size in memory	192.1 B

Variable types

Numeric	19
Categorical	5

Warnings

`id.x` has a high cardinality: 1035 distinct values	High cardinality
`IVS_2000` is highly correlated with `IVS_REN_00` and 3 other fields	High correlation
`IVS_INF_00` is highly correlated with `IVS_INF_10`	High correlation
`IVS_CPH_00` is highly correlated with `IVS_CPH_10` and 1 other fields	High correlation
`IVS_REN_00` is highly correlated with `IVS_2000` and 1 other fields	High correlation
`IVS_2010` is highly correlated with `IVS_2000` and 1 other fields	High correlation
`IVS_INF_10` is highly correlated with `IVS_2000` and 1 other fields	High correlation
`IVS_CPH_10` is highly correlated with `IVS_CPH_00` and 4 other fields	High correlation
`IVS_REN_10` is highly correlated with `IVS_2000` and 2 other fields	High correlation
`MASC` is highly correlated with `FEM` and 2 other fields	High correlation
`FEM` is highly correlated with `MASC` and 2 other fields	High correlation
`POP` is highly correlated with `MASC` and 2 other fields	High correlation
`DOM_OCU` is highly correlated with `MASC` and 2 other fields	High correlation
`Dens_Dom` is highly correlated with `Dens_hab`	High correlation
`Dens_hab` is highly correlated with `Dens_Dom`	High correlation
`Pop_Urbana` is highly correlated with `IVS_CPH_10` and 3 other fields	High correlation
`Pop_Rural` is highly correlated with `IVS_CPH_10` and 3 other fields	High correlation
`Pop_Total` is highly correlated with `IVS_CPH_10` and 3 other fields	High correlation
`Area` is highly correlated with `IVS_CPH_00` and 4 other fields	High correlation
`VTN_MED` is highly correlated with `NM_MU`	High correlation
`NM_MU` is highly correlated with `VTN_MED`	High correlation
`id.x` has 28 (2.2%) missing values	Missing
`NM_MU` has 28 (2.2%) missing values	Missing
`IVS_2000` has 28 (2.2%) missing values	Missing
`IVS_INF_00` has 28 (2.2%) missing values	Missing
`IVS_CPH_00` has 28 (2.2%) missing values	Missing
`IVS_REN_00` has 28 (2.2%) missing values	Missing
`IVS_2010` has 28 (2.2%) missing values	Missing
`IVS_INF_10` has 28 (2.2%) missing values	Missing
`IVS_CPH_10` has 28 (2.2%) missing values	Missing
`IVS_REN_10` has 28 (2.2%) missing values	Missing
`MASC` has 28 (2.2%) missing values	Missing
`FEM` has 28 (2.2%) missing values	Missing
`POP` has 28 (2.2%) missing values	Missing
`DOM_OCU` has 28 (2.2%) missing values	Missing
`Dens_Dom` has 28 (2.2%) missing values	Missing
`Dens_hab` has 28 (2.2%) missing values	Missing
`URB_RURAL` has 28 (2.2%) missing values	Missing
`Unnamed: 0` is uniformly distributed	Uniform
`id.x` is uniformly distributed	Uniform
`Unnamed: 0` has unique values	Unique
`MASC` has 39 (3.1%) zeros	Zeros
`FEM` has 42 (3.4%) zeros	Zeros
`POP` has 39 (3.1%) zeros	Zeros
`DOM_OCU` has 39 (3.1%) zeros	Zeros
`Dens_Dom` has 428 (34.4%) zeros	Zeros
`Dens_hab` has 39 (3.1%) zeros	Zeros

Reproduction

Analysis started	2021-02-22 14:38:24.948958
Analysis finished	2021-02-22 14:39:17.031780
Duration	52.08 seconds
Software version	pandas-profiling v2.11.0
Download configuration	config.yaml

Unnamed: 0
Real number (ℝ_≥0)

UNIFORM
UNIQUE

Distinct	1245
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	623
Minimum	1
Maximum	1245
Zeros	0
Zeros (%)	0.0%
Memory size	9.9 KiB

Quantile statistics

Minimum	1
5-th percentile	63.2
Q1	312
median	623
Q3	934
95-th percentile	1182.8
Maximum	1245
Range	1244
Interquartile range (IQR)	622

Descriptive statistics

Standard deviation	359.5448512
Coefficient of variation (CV)	0.5771185412
Kurtosis	-1.2
Mean	623
Median Absolute Deviation (MAD)	311
Skewness	0
Sum	775635
Variance	129272.5
Monotocity	Strictly increasing

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
1245	1	0.1%
417	1	0.1%
410	1	0.1%
411	1	0.1%
412	1	0.1%
413	1	0.1%
414	1	0.1%
415	1	0.1%
416	1	0.1%
418	1	0.1%
Other values (1235)	1235	99.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1	0.1%
2	1	0.1%
3	1	0.1%
4	1	0.1%
5	1	0.1%

Value	Count	Frequency (%)
1245	1	0.1%
1244	1	0.1%
1243	1	0.1%
1242	1	0.1%
1241	1	0.1%

id.x
Categorical

HIGH CARDINALITY
MISSING
UNIFORM

Distinct	1035
Distinct (%)	85.0%
Missing	28
Missing (%)	2.2%
Memory size	9.9 KiB

F224	8
F197	4
F230	4
F281	4
F979	4
Other values (1030)	1193

Length

Max length	43
Median length	5
Mean length	4.597370583
Min length	4

Characters and Unicode

Total characters	5595
Distinct characters	37
Distinct categories	9 ?
Distinct scripts	2 ?
Distinct blocks	3 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	878 ?
Unique (%)	72.1%

Sample

1st row	F1810
2nd row	F1811
3rd row	F1811
4th row	F1805
5th row	F1804

Value	Count	Frequency (%)
F224	8	0.6%
F197	4	0.3%
F230	4	0.3%
F281	4	0.3%
F979	4	0.3%
F277	4	0.3%
F137	4	0.3%
F343	3	0.2%
F2779	3	0.2%
F3006	3	0.2%
Other values (1025)	1176	94.5%
(Missing)	28	2.2%

Histogram of lengths of the category

Value	Count	Frequency (%)
f224	8	0.7%
f281	4	0.3%
f197	4	0.3%
f137	4	0.3%
f979	4	0.3%
f277	4	0.3%
f230	4	0.3%
f151	3	0.2%
f2779	3	0.2%
f2986	3	0.2%
Other values (1029)	1180	96.6%

Most occurring characters

Value	Count	Frequency (%)
F	1216	21.7%
2	785	14.0%
1	697	12.5%
3	493	8.8%
5	438	7.8%
4	387	6.9%
0	353	6.3%
9	305	5.5%
6	304	5.4%
8	294	5.3%
Other values (27)	323	5.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	4327	77.3%
Uppercase Letter	1226	21.9%
Lowercase Letter	30	0.5%
Control	4	0.1%
Final Punctuation	2	< 0.1%
Open Punctuation	2	< 0.1%
Space Separator	2	< 0.1%
Other Punctuation	1	< 0.1%
Currency Symbol	1	< 0.1%

Most frequent character per category

Value	Count	Frequency (%)
i	5	16.7%
a	5	16.7%
e	4	13.3%
d	2	6.7%
n	2	6.7%
c	2	6.7%
l	2	6.7%
ƒ	2	6.7%
s	1	3.3%
f	1	3.3%
Other values (4)	4	13.3%

Value	Count	Frequency (%)
2	785	18.1%
1	697	16.1%
3	493	11.4%
5	438	10.1%
4	387	8.9%
0	353	8.2%
9	305	7.0%
6	304	7.0%
8	294	6.8%
7	271	6.3%

Value	Count	Frequency (%)
F	1216	99.2%
Ã	4	0.3%
Æ	2	0.2%
Â	2	0.2%
R	1	0.1%
E	1	0.1%

Value	Count	Frequency (%)
	2	50.0%
	2	50.0%

Value	Count	Frequency (%)
’	2	100.0%

Value	Count	Frequency (%)
‚	2	100.0%

Value	Count	Frequency (%)
§	1	100.0%

Value	Count	Frequency (%)
£	1	100.0%

Value	Count	Frequency (%)
	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	4339	77.6%
Latin	1256	22.4%

Most frequent character per script

Value	Count	Frequency (%)
F	1216	96.8%
i	5	0.4%
a	5	0.4%
e	4	0.3%
Ã	4	0.3%
d	2	0.2%
n	2	0.2%
c	2	0.2%
l	2	0.2%
ƒ	2	0.2%
Other values (10)	12	1.0%

Value	Count	Frequency (%)
2	785	18.1%
1	697	16.1%
3	493	11.4%
5	438	10.1%
4	387	8.9%
0	353	8.1%
9	305	7.0%
6	304	7.0%
8	294	6.8%
7	271	6.2%
Other values (7)	12	0.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5579	99.7%
None	12	0.2%
Punctuation	4	0.1%

Most frequent character per block

Value	Count	Frequency (%)
F	1216	21.8%
2	785	14.1%
1	697	12.5%
3	493	8.8%
5	438	7.9%
4	387	6.9%
0	353	6.3%
9	305	5.5%
6	304	5.4%
8	294	5.3%
Other values (19)	307	5.5%

Value	Count	Frequency (%)
Ã	4	33.3%
ƒ	2	16.7%
Æ	2	16.7%
Â	2	16.7%
§	1	8.3%
£	1	8.3%

Value	Count	Frequency (%)
’	2	50.0%
‚	2	50.0%

NM_MU
Categorical

HIGH CORRELATION
MISSING

Distinct	7
Distinct (%)	0.6%
Missing	28
Missing (%)	2.2%
Memory size	9.9 KiB

CARUARU	650
AGRESTINA	197
TORITAMA	167
PANELAS	92
TAQUARITINGA DO NORTE	76
Other values (2)	35

Length

Max length	21
Median length	7
Mean length	8.345932621
Min length	6

Characters and Unicode

Total characters	10157
Distinct characters	21
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	TAQUARITINGA DO NORTE
2nd row	TAQUARITINGA DO NORTE
3rd row	TAQUARITINGA DO NORTE
4th row	TAQUARITINGA DO NORTE
5th row	TAQUARITINGA DO NORTE

Value	Count	Frequency (%)
CARUARU	650	52.2%
AGRESTINA	197	15.8%
TORITAMA	167	13.4%
PANELAS	92	7.4%
TAQUARITINGA DO NORTE	76	6.1%
CUPIRA	23	1.8%
QUIPAPÃƒÂ	12	1.0%
(Missing)	28	2.2%

Histogram of lengths of the category

Value	Count	Frequency (%)
caruaru	650	47.5%
agrestina	197	14.4%
toritama	167	12.2%
panelas	92	6.7%
do	76	5.6%
taquaritinga	76	5.6%
norte	76	5.6%
cupira	23	1.7%
quipapãƒâ	12	0.9%

Most occurring characters

Value	Count	Frequency (%)
A	2475	24.4%
R	1839	18.1%
U	1411	13.9%
T	759	7.5%
C	673	6.6%
I	551	5.4%
N	441	4.3%
E	365	3.6%
O	319	3.1%
S	289	2.8%
Other values (11)	1035	10.2%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	9981	98.3%
Space Separator	152	1.5%
Lowercase Letter	12	0.1%
Control	12	0.1%

Most frequent character per category

Value	Count	Frequency (%)
A	2475	24.8%
R	1839	18.4%
U	1411	14.1%
T	759	7.6%
C	673	6.7%
I	551	5.5%
N	441	4.4%
E	365	3.7%
O	319	3.2%
S	289	2.9%
Other values (8)	859	8.6%

Value	Count	Frequency (%)
	152	100.0%

Value	Count	Frequency (%)
ƒ	12	100.0%

Value	Count	Frequency (%)
	12	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	9993	98.4%
Common	164	1.6%

Most frequent character per script

Value	Count	Frequency (%)
A	2475	24.8%
R	1839	18.4%
U	1411	14.1%
T	759	7.6%
C	673	6.7%
I	551	5.5%
N	441	4.4%
E	365	3.7%
O	319	3.2%
S	289	2.9%
Other values (9)	871	8.7%

Value	Count	Frequency (%)
	152	92.7%
	12	7.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10109	99.5%
None	48	0.5%

Most frequent character per block

Value	Count	Frequency (%)
A	2475	24.5%
R	1839	18.2%
U	1411	14.0%
T	759	7.5%
C	673	6.7%
I	551	5.5%
N	441	4.4%
E	365	3.6%
O	319	3.2%
S	289	2.9%
Other values (7)	987	9.8%

Value	Count	Frequency (%)
Ã	12	25.0%
ƒ	12	25.0%
Â	12	25.0%
	12	25.0%

IVS_2000
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	7
Distinct (%)	0.6%
Missing	28
Missing (%)	2.2%
Infinite	0
Infinite (%)	0.0%

Mean	0.4884831553
Minimum	0.428
Maximum	0.692
Zeros	0
Zeros (%)	0.0%
Memory size	9.9 KiB

Quantile statistics

Minimum	0.428
5-th percentile	0.428
Q1	0.447
median	0.447
Q3	0.577
95-th percentile	0.59
Maximum	0.692
Range	0.264
Interquartile range (IQR)	0.13

Descriptive statistics

Standard deviation	0.06701324192
Coefficient of variation (CV)	0.1371863926
Kurtosis	-0.7543111025
Mean	0.4884831553
Median Absolute Deviation (MAD)	0
Skewness	0.8982394257
Sum	594.484
Variance	0.004490774593
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0.447	650	52.2%
0.587	197	15.8%
0.428	167	13.4%
0.59	92	7.4%
0.539	76	6.1%
0.577	23	1.8%
0.692	12	1.0%
(Missing)	28	2.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.428	167	13.4%
0.447	650	52.2%
0.539	76	6.1%
0.577	23	1.8%
0.587	197	15.8%

Value	Count	Frequency (%)
0.692	12	1.0%
0.59	92	7.4%
0.587	197	15.8%
0.577	23	1.8%
0.539	76	6.1%

IVS_INF_00
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	7
Distinct (%)	0.6%
Missing	28
Missing (%)	2.2%
Infinite	0
Infinite (%)	0.0%

Mean	0.2147477403
Minimum	0.069
Maximum	0.474
Zeros	0
Zeros (%)	0.0%
Memory size	9.9 KiB

Quantile statistics

Minimum	0.069
5-th percentile	0.069
Q1	0.178
median	0.178
Q3	0.309
95-th percentile	0.406
Maximum	0.474
Range	0.405
Interquartile range (IQR)	0.131

Descriptive statistics

Standard deviation	0.0968158162
Coefficient of variation (CV)	0.450835087
Kurtosis	-0.4019790726
Mean	0.2147477403
Median Absolute Deviation (MAD)	0
Skewness	0.5210713938
Sum	261.348
Variance	0.009373302267
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0.178	650	52.2%
0.309	197	15.8%
0.069	167	13.4%
0.348	92	7.4%
0.406	76	6.1%
0.204	23	1.8%
0.474	12	1.0%
(Missing)	28	2.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.069	167	13.4%
0.178	650	52.2%
0.204	23	1.8%
0.309	197	15.8%
0.348	92	7.4%

Value	Count	Frequency (%)
0.474	12	1.0%
0.406	76	6.1%
0.348	92	7.4%
0.309	197	15.8%
0.204	23	1.8%

IVS_CPH_00
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	7
Distinct (%)	0.6%
Missing	28
Missing (%)	2.2%
Infinite	0
Infinite (%)	0.0%

Mean	0.6754798685
Minimum	0.64
Maximum	0.863
Zeros	0
Zeros (%)	0.0%
Memory size	9.9 KiB

Quantile statistics

Minimum	0.64
5-th percentile	0.64
Q1	0.64
median	0.64
Q3	0.716
95-th percentile	0.748
Maximum	0.863
Range	0.223
Interquartile range (IQR)	0.076

Descriptive statistics

Standard deviation	0.04687569084
Coefficient of variation (CV)	0.06939613307
Kurtosis	0.893176244
Mean	0.6754798685
Median Absolute Deviation (MAD)	0
Skewness	1.160761941
Sum	822.059
Variance	0.002197330392
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0.64	650	52.2%
0.716	197	15.8%
0.748	167	13.4%
0.676	92	7.4%
0.656	76	6.1%
0.769	23	1.8%
0.863	12	1.0%
(Missing)	28	2.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.64	650	52.2%
0.656	76	6.1%
0.676	92	7.4%
0.716	197	15.8%
0.748	167	13.4%

Value	Count	Frequency (%)
0.863	12	1.0%
0.769	23	1.8%
0.748	167	13.4%
0.716	197	15.8%
0.676	92	7.4%

IVS_REN_00
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	7
Distinct (%)	0.6%
Missing	28
Missing (%)	2.2%
Infinite	0
Infinite (%)	0.0%

Mean	0.5744847987
Minimum	0.466
Maximum	0.758
Zeros	0
Zeros (%)	0.0%
Memory size	9.9 KiB

Quantile statistics

Minimum	0.466
5-th percentile	0.466
Q1	0.522
median	0.522
Q3	0.736
95-th percentile	0.745
Maximum	0.758
Range	0.292
Interquartile range (IQR)	0.214

Descriptive statistics

Standard deviation	0.1022052806
Coefficient of variation (CV)	0.1779077198
Kurtosis	-0.9245493196
Mean	0.5744847987
Median Absolute Deviation (MAD)	0
Skewness	0.9065472424
Sum	699.148
Variance	0.01044591938
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0.522	650	52.2%
0.736	197	15.8%
0.466	167	13.4%
0.745	92	7.4%
0.555	76	6.1%
0.758	23	1.8%
0.74	12	1.0%
(Missing)	28	2.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.466	167	13.4%
0.522	650	52.2%
0.555	76	6.1%
0.736	197	15.8%
0.74	12	1.0%

Value	Count	Frequency (%)
0.758	23	1.8%
0.745	92	7.4%
0.74	12	1.0%
0.736	197	15.8%
0.555	76	6.1%

IVS_2010
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	7
Distinct (%)	0.6%
Missing	28
Missing (%)	2.2%
Infinite	0
Infinite (%)	0.0%

Mean	0.3598545604
Minimum	0.31
Maximum	0.536
Zeros	0
Zeros (%)	0.0%
Memory size	9.9 KiB

Quantile statistics

Minimum	0.31
5-th percentile	0.31
Q1	0.31
median	0.31
Q3	0.435
95-th percentile	0.484
Maximum	0.536
Range	0.226
Interquartile range (IQR)	0.125

Descriptive statistics

Standard deviation	0.06221978802
Coefficient of variation (CV)	0.1729025969
Kurtosis	-0.5485352065
Mean	0.3598545604
Median Absolute Deviation (MAD)	0
Skewness	0.8783561795
Sum	437.943
Variance	0.003871302021
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0.31	650	52.2%
0.435	197	15.8%
0.362	167	13.4%
0.484	92	7.4%
0.385	76	6.1%
0.438	23	1.8%
0.536	12	1.0%
(Missing)	28	2.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.31	650	52.2%
0.362	167	13.4%
0.385	76	6.1%
0.435	197	15.8%
0.438	23	1.8%

Value	Count	Frequency (%)
0.536	12	1.0%
0.484	92	7.4%
0.438	23	1.8%
0.435	197	15.8%
0.385	76	6.1%

IVS_INF_10
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	7
Distinct (%)	0.6%
Missing	28
Missing (%)	2.2%
Infinite	0
Infinite (%)	0.0%

Mean	0.14605341
Minimum	0.105
Maximum	0.381
Zeros	0
Zeros (%)	0.0%
Memory size	9.9 KiB

Quantile statistics

Minimum	0.105
5-th percentile	0.105
Q1	0.105
median	0.105
Q3	0.209
95-th percentile	0.255
Maximum	0.381
Range	0.276
Interquartile range (IQR)	0.104

Descriptive statistics

Standard deviation	0.06003480027
Coefficient of variation (CV)	0.4110468921
Kurtosis	0.6960624834
Mean	0.14605341
Median Absolute Deviation (MAD)	0
Skewness	1.206138183
Sum	177.747
Variance	0.003604177244
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0.105	650	52.2%
0.209	197	15.8%
0.112	167	13.4%
0.235	92	7.4%
0.255	76	6.1%
0.176	23	1.8%
0.381	12	1.0%
(Missing)	28	2.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.105	650	52.2%
0.112	167	13.4%
0.176	23	1.8%
0.209	197	15.8%
0.235	92	7.4%

Value	Count	Frequency (%)
0.381	12	1.0%
0.255	76	6.1%
0.235	92	7.4%
0.209	197	15.8%
0.176	23	1.8%

IVS_CPH_10
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	7
Distinct (%)	0.6%
Missing	28
Missing (%)	2.2%
Infinite	0
Infinite (%)	0.0%

Mean	0.5160895645
Minimum	0.467
Maximum	0.603
Zeros	0
Zeros (%)	0.0%
Memory size	9.9 KiB

Quantile statistics

Minimum	0.467
5-th percentile	0.467
Q1	0.467
median	0.467
Q3	0.576
95-th percentile	0.595
Maximum	0.603
Range	0.136
Interquartile range (IQR)	0.109

Descriptive statistics

Standard deviation	0.05683198371
Coefficient of variation (CV)	0.1101203892
Kurtosis	-1.770401163
Mean	0.5160895645
Median Absolute Deviation (MAD)	0
Skewness	0.3898946447
Sum	628.081
Variance	0.003229874373
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0.467	650	52.2%
0.576	197	15.8%
0.595	167	13.4%
0.579	92	7.4%
0.495	76	6.1%
0.59	23	1.8%
0.603	12	1.0%
(Missing)	28	2.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.467	650	52.2%
0.495	76	6.1%
0.576	197	15.8%
0.579	92	7.4%
0.59	23	1.8%

Value	Count	Frequency (%)
0.603	12	1.0%
0.595	167	13.4%
0.59	23	1.8%
0.579	92	7.4%
0.576	197	15.8%

IVS_REN_10
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	7
Distinct (%)	0.6%
Missing	28
Missing (%)	2.2%
Infinite	0
Infinite (%)	0.0%

Mean	0.4170164339
Minimum	0.357
Maximum	0.637
Zeros	0
Zeros (%)	0.0%
Memory size	9.9 KiB

Quantile statistics

Minimum	0.357
5-th percentile	0.357
Q1	0.357
median	0.357
Q3	0.521
95-th percentile	0.637
Maximum	0.637
Range	0.28
Interquartile range (IQR)	0.164

Descriptive statistics

Standard deviation	0.09103202006
Coefficient of variation (CV)	0.2182936035
Kurtosis	0.3124216626
Mean	0.4170164339
Median Absolute Deviation (MAD)	0
Skewness	1.319084158
Sum	507.509
Variance	0.008286828677
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0.357	650	52.2%
0.521	197	15.8%
0.379	167	13.4%
0.637	92	7.4%
0.406	76	6.1%
0.547	23	1.8%
0.624	12	1.0%
(Missing)	28	2.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.357	650	52.2%
0.379	167	13.4%
0.406	76	6.1%
0.521	197	15.8%
0.547	23	1.8%

Value	Count	Frequency (%)
0.637	92	7.4%
0.624	12	1.0%
0.547	23	1.8%
0.521	197	15.8%
0.406	76	6.1%

MASC
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct	89
Distinct (%)	7.3%
Missing	28
Missing (%)	2.2%
Infinite	0
Infinite (%)	0.0%

Mean	157.5538209
Minimum	0
Maximum	950
Zeros	39
Zeros (%)	3.1%
Memory size	9.9 KiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	47
median	128
Q3	220
95-th percentile	329
Maximum	950
Range	950
Interquartile range (IQR)	173

Descriptive statistics

Standard deviation	163.2830846
Coefficient of variation (CV)	1.036363852
Kurtosis	11.50953343
Mean	157.5538209
Median Absolute Deviation (MAD)	84
Skewness	2.883429243
Sum	191743
Variance	26661.36573
Monotocity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
138	61	4.9%
258	56	4.5%
114	49	3.9%
0	39	3.1%
170	39	3.1%
207	35	2.8%
147	32	2.6%
180	31	2.5%
128	31	2.5%
950	31	2.5%
Other values (79)	813	65.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	39	3.1%
1	3	0.2%
2	17	1.4%
3	20	1.6%
4	16	1.3%

Value	Count	Frequency (%)
950	31	2.5%
358	17	1.4%
338	12	1.0%
329	28	2.2%
328	22	1.8%

FEM
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct	91
Distinct (%)	7.5%
Missing	28
Missing (%)	2.2%
Infinite	0
Infinite (%)	0.0%

Mean	178.1355793
Minimum	0
Maximum	985
Zeros	42
Zeros (%)	3.4%
Memory size	9.9 KiB

Quantile statistics

Minimum	0
5-th percentile	2.8
Q1	52
median	138
Q3	265
95-th percentile	396
Maximum	985
Range	985
Interquartile range (IQR)	213

Descriptive statistics

Standard deviation	175.5819053
Coefficient of variation (CV)	0.9856644358
Kurtosis	8.829622458
Mean	178.1355793
Median Absolute Deviation (MAD)	91
Skewness	2.460983796
Sum	216791
Variance	30829.00545
Monotocity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
296	56	4.5%
138	52	4.2%
0	42	3.4%
178	39	3.1%
182	38	3.1%
228	35	2.8%
170	32	2.6%
985	31	2.5%
140	31	2.5%
210	31	2.5%
Other values (81)	830	66.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	42	3.4%
1	13	1.0%
2	6	0.5%
3	17	1.4%
4	14	1.1%

Value	Count	Frequency (%)
985	31	2.5%
400	12	1.0%
397	17	1.4%
396	27	2.2%
378	22	1.8%

POP
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct	100
Distinct (%)	8.2%
Missing	28
Missing (%)	2.2%
Infinite	0
Infinite (%)	0.0%

Mean	335.6894002
Minimum	0
Maximum	1935
Zeros	39
Zeros (%)	3.1%
Memory size	9.9 KiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	99
median	260
Q3	495
95-th percentile	711
Maximum	1935
Range	1935
Interquartile range (IQR)	396

Descriptive statistics

Standard deviation	338.4006484
Coefficient of variation (CV)	1.008076657
Kurtosis	10.12865754
Mean	335.6894002
Median Absolute Deviation (MAD)	175
Skewness	2.666860937
Sum	408534
Variance	114514.9988
Monotocity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
320	56	4.5%
554	56	4.5%
252	49	3.9%
215	49	3.9%
0	39	3.1%
348	39	3.1%
435	35	2.8%
317	32	2.6%
390	31	2.5%
1935	31	2.5%
Other values (90)	800	64.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	39	3.1%
1	3	0.2%
3	13	1.0%
4	3	0.2%
5	4	0.3%

Value	Count	Frequency (%)
1935	31	2.5%
755	17	1.4%
738	12	1.0%
711	27	2.2%
706	22	1.8%

DOM_OCU
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct	78
Distinct (%)	6.4%
Missing	28
Missing (%)	2.2%
Infinite	0
Infinite (%)	0.0%

Mean	94.06244864
Minimum	0
Maximum	552
Zeros	39
Zeros (%)	3.1%
Memory size	9.9 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	25
median	75
Q3	132
95-th percentile	203
Maximum	552
Range	552
Interquartile range (IQR)	107

Descriptive statistics

Standard deviation	96.49227562
Coefficient of variation (CV)	1.025832062
Kurtosis	10.32635702
Mean	94.06244864
Median Absolute Deviation (MAD)	52
Skewness	2.69695491
Sum	114474
Variance	9310.759255
Monotocity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
168	56	4.5%
75	49	3.9%
100	39	3.1%
0	39	3.1%
80	38	3.1%
87	37	3.0%
1	36	2.9%
132	35	2.8%
106	31	2.5%
82	31	2.5%
Other values (68)	826	66.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	39	3.1%
1	36	2.9%
2	20	1.6%
3	18	1.4%
4	12	1.0%

Value	Count	Frequency (%)
552	31	2.5%
204	17	1.4%
203	22	1.8%
200	27	2.2%
199	12	1.0%

Dens_Dom
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct	6
Distinct (%)	0.5%
Missing	28
Missing (%)	2.2%
Infinite	0
Infinite (%)	0.0%

Mean	0.001731306491
Minimum	0
Maximum	0.005
Zeros	428
Zeros (%)	34.4%
Memory size	9.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.002
Q3	0.003
95-th percentile	0.005
Maximum	0.005
Range	0.005
Interquartile range (IQR)	0.003

Descriptive statistics

Standard deviation	0.001654125928
Coefficient of variation (CV)	0.9554206236
Kurtosis	-0.8260440024
Mean	0.001731306491
Median Absolute Deviation (MAD)	0.002
Skewness	0.5704926284
Sum	2.107
Variance	2.736132584 × 10⁶
Monotocity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	428	34.4%
0.002	308	24.7%
0.001	143	11.5%
0.003	114	9.2%
0.004	114	9.2%
0.005	110	8.8%
(Missing)	28	2.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	428	34.4%
0.001	143	11.5%
0.002	308	24.7%
0.003	114	9.2%
0.004	114	9.2%

Value	Count	Frequency (%)
0.005	110	8.8%
0.004	114	9.2%
0.003	114	9.2%
0.002	308	24.7%
0.001	143	11.5%

Dens_hab
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct	123
Distinct (%)	10.1%
Missing	28
Missing (%)	2.2%
Infinite	0
Infinite (%)	0.0%

Mean	0.006090754451
Minimum	0
Maximum	0.01883971406
Zeros	39
Zeros (%)	3.1%
Memory size	9.9 KiB

Quantile statistics

Minimum	0
5-th percentile	2.195905554 × 10⁵
Q1	0.0005228866384
median	0.005365302324
Q3	0.009731768111
95-th percentile	0.01761695235
Maximum	0.01883971406
Range	0.01883971406
Interquartile range (IQR)	0.009208881473

Descriptive statistics

Standard deviation	0.005782344845
Coefficient of variation (CV)	0.9493643016
Kurtosis	-0.6863856692
Mean	0.006090754451
Median Absolute Deviation (MAD)	0.004842415686
Skewness	0.6872989243
Sum	7.412448167
Variance	3.343551191 × 10⁵
Monotocity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0.01382216808	56	4.5%
0.006288656582	49	3.9%
0	39	3.1%
0.008682485957	39	3.1%
0.00798503661	38	3.1%
0.01085464337	35	2.8%
0.007910178795	32	2.6%
0.001931432523	31	2.5%
0.009731768111	31	2.5%
0.00668712508	31	2.5%
Other values (113)	836	67.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	39	3.1%
9.98118972 × 10⁷	2	0.2%
2.994613106 × 10⁶	3	0.2%
7.98480544 × 10⁶	1	0.1%
9.981296241 × 10⁶	4	0.3%

Value	Count	Frequency (%)
0.01883971406	17	1.4%
0.0184155705	12	1.0%
0.0177418051	27	2.2%
0.01761695235	22	1.8%
0.01759199515	28	2.2%

ocup_2010
Categorical

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	9.9 KiB

1	816
0	429

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1245
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Value	Count	Frequency (%)
1	816	65.5%
0	429	34.5%

Histogram of lengths of the category

Value	Count	Frequency (%)
1	816	65.5%
0	429	34.5%

Most occurring characters

Value	Count	Frequency (%)
1	816	65.5%
0	429	34.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1245	100.0%

Most frequent character per category

Value	Count	Frequency (%)
1	816	65.5%
0	429	34.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	1245	100.0%

Most frequent character per script

Value	Count	Frequency (%)
1	816	65.5%
0	429	34.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1245	100.0%

Most frequent character per block

Value	Count	Frequency (%)
1	816	65.5%
0	429	34.5%

Pop_Urbana
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	7
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	157296.1566
Minimum	11813
Maximum	279589
Zeros	0
Zeros (%)	0.0%
Memory size	9.9 KiB

Quantile statistics

Minimum	11813
5-th percentile	13964
Q1	17961
median	279589
Q3	279589
95-th percentile	279589
Maximum	279589
Range	267776
Interquartile range (IQR)	261628

Descriptive statistics

Standard deviation	128823.6891
Coefficient of variation (CV)	0.8189881551
Kurtosis	-1.984225553
Mean	157296.1566
Median Absolute Deviation (MAD)	0
Skewness	-0.1072431603
Sum	195833715
Variance	1.659554288 × 10¹⁰
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
279589	654	52.5%
16957	197	15.8%
34125	182	14.6%
13964	92	7.4%
17961	85	6.8%
20787	23	1.8%
11813	12	1.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
11813	12	1.0%
13964	92	7.4%
16957	197	15.8%
17961	85	6.8%
20787	23	1.8%

Value	Count	Frequency (%)
279589	654	52.5%
34125	182	14.6%
20787	23	1.8%
17961	85	6.8%
16957	197	15.8%

Pop_Rural
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	7
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	21173.99277
Minimum	1429
Maximum	35323
Zeros	0
Zeros (%)	0.0%
Memory size	9.9 KiB

Quantile statistics

Minimum	1429
5-th percentile	1429
Q1	5722
median	35323
Q3	35323
95-th percentile	35323
Maximum	35323
Range	33894
Interquartile range (IQR)	29601

Descriptive statistics

Standard deviation	15090.51712
Coefficient of variation (CV)	0.7126911437
Kurtosis	-1.883488264
Mean	21173.99277
Median Absolute Deviation (MAD)	0
Skewness	-0.176789585
Sum	26361621
Variance	227723707.1
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
35323	654	52.5%
5722	197	15.8%
1429	182	14.6%
11681	92	7.4%
6942	85	6.8%
2603	23	1.8%
12373	12	1.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1429	182	14.6%
2603	23	1.8%
5722	197	15.8%
6942	85	6.8%
11681	92	7.4%

Value	Count	Frequency (%)
35323	654	52.5%
12373	12	1.0%
11681	92	7.4%
6942	85	6.8%
5722	197	15.8%

Pop_Total
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	7
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	178470.1494
Minimum	22679
Maximum	314912
Zeros	0
Zeros (%)	0.0%
Memory size	9.9 KiB

Quantile statistics

Minimum	22679
5-th percentile	22679
Q1	24903
median	314912
Q3	314912
95-th percentile	314912
Maximum	314912
Range	292233
Interquartile range (IQR)	290009

Descriptive statistics

Standard deviation	143637.4953
Coefficient of variation (CV)	0.804826442
Kurtosis	-1.989776182
Mean	178470.1494
Median Absolute Deviation (MAD)	0
Skewness	-0.1035223407
Sum	222195336
Variance	2.063173007 × 10¹⁰
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
314912	654	52.5%
22679	197	15.8%
35554	182	14.6%
25645	92	7.4%
24903	85	6.8%
23390	23	1.8%
24186	12	1.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
22679	197	15.8%
23390	23	1.8%
24186	12	1.0%
24903	85	6.8%
25645	92	7.4%

Value	Count	Frequency (%)
314912	654	52.5%
35554	182	14.6%
25645	92	7.4%
24903	85	6.8%
24186	12	1.0%

Area
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	7
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5837.75743
Minimum	231
Maximum	9281
Zeros	0
Zeros (%)	0.0%
Memory size	9.9 KiB

Quantile statistics

Minimum	231
5-th percentile	346
Q1	1972
median	9281
Q3	9281
95-th percentile	9281
Maximum	9281
Range	9050
Interquartile range (IQR)	7309

Descriptive statistics

Standard deviation	3769.554093
Coefficient of variation (CV)	0.6457195487
Kurtosis	-1.695857714
Mean	5837.75743
Median Absolute Deviation (MAD)	0
Skewness	-0.3099112155
Sum	7268008
Variance	14209538.06
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
9281	654	52.5%
1972	197	15.8%
346	182	14.6%
3681	92	7.4%
4488	85	6.8%
1038	23	1.8%
231	12	1.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
231	12	1.0%
346	182	14.6%
1038	23	1.8%
1972	197	15.8%
3681	92	7.4%

Value	Count	Frequency (%)
9281	654	52.5%
4488	85	6.8%
3681	92	7.4%
1972	197	15.8%
1038	23	1.8%

VTN_MED
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	9.9 KiB

5105.25	1033
2395.28	200
8363.26	12

Length

Max length	7
Median length	7
Mean length	7
Min length	7

Characters and Unicode

Total characters	8715
Distinct characters	9
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2395.28
2nd row	2395.28
3rd row	2395.28
4th row	2395.28
5th row	2395.28

Value	Count	Frequency (%)
5105.25	1033	83.0%
2395.28	200	16.1%
8363.26	12	1.0%

Histogram of lengths of the category

Value	Count	Frequency (%)
5105.25	1033	83.0%
2395.28	200	16.1%
8363.26	12	1.0%

Most occurring characters

Value	Count	Frequency (%)
5	3299	37.9%
2	1445	16.6%
.	1245	14.3%
1	1033	11.9%
0	1033	11.9%
3	224	2.6%
8	212	2.4%
9	200	2.3%
6	24	0.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	7470	85.7%
Other Punctuation	1245	14.3%

Most frequent character per category

Value	Count	Frequency (%)
5	3299	44.2%
2	1445	19.3%
1	1033	13.8%
0	1033	13.8%
3	224	3.0%
8	212	2.8%
9	200	2.7%
6	24	0.3%

Value	Count	Frequency (%)
.	1245	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	8715	100.0%

Most frequent character per script

Value	Count	Frequency (%)
5	3299	37.9%
2	1445	16.6%
.	1245	14.3%
1	1033	11.9%
0	1033	11.9%
3	224	2.6%
8	212	2.4%
9	200	2.3%
6	24	0.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	8715	100.0%

Most frequent character per block

Value	Count	Frequency (%)
5	3299	37.9%
2	1445	16.6%
.	1245	14.3%
1	1033	11.9%
0	1033	11.9%
3	224	2.6%
8	212	2.4%
9	200	2.3%
6	24	0.3%

URB_RURAL
Categorical

MISSING

Distinct	2
Distinct (%)	0.2%
Missing	28
Missing (%)	2.2%
Memory size	9.9 KiB

1.0	930
0.0	287

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	3651
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Value	Count	Frequency (%)
1.0	930	74.7%
0.0	287	23.1%
(Missing)	28	2.2%

Histogram of lengths of the category

Value	Count	Frequency (%)
1.0	930	76.4%
0.0	287	23.6%

Most occurring characters

Value	Count	Frequency (%)
0	1504	41.2%
.	1217	33.3%
1	930	25.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2434	66.7%
Other Punctuation	1217	33.3%

Most frequent character per category

Value	Count	Frequency (%)
0	1504	61.8%
1	930	38.2%

Value	Count	Frequency (%)
.	1217	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	3651	100.0%

Most frequent character per script

Value	Count	Frequency (%)
0	1504	41.2%
.	1217	33.3%
1	930	25.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3651	100.0%

Most frequent character per block

Value	Count	Frequency (%)
0	1504	41.2%
.	1217	33.3%
1	930	25.5%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	Unnamed: 0	id.x	NM_MU	IVS_2000	IVS_INF_00	IVS_CPH_00	IVS_REN_00	IVS_2010	IVS_INF_10	IVS_CPH_10	IVS_REN_10	MASC	FEM	POP	DOM_OCU	Dens_Dom	Dens_hab	Pop_Urbana	Pop_Rural	Pop_Total	Area	VTN_MED	URB_RURAL
0	1	F1810	TAQUARITINGA DO NORTE	0.539	0.406	0.656	0.555	0.385	0.255	0.495	0.406	79.0	81.0	160.0	48.0	0.001	0.003991	17961	6942	24903	4488	2395.28	1.0
1	2	F1811	TAQUARITINGA DO NORTE	0.539	0.406	0.656	0.555	0.385	0.255	0.495	0.406	79.0	81.0	160.0	48.0	0.001	0.003991	17961	6942	24903	4488	2395.28	1.0
2	3	F1811	TAQUARITINGA DO NORTE	0.539	0.406	0.656	0.555	0.385	0.255	0.495	0.406	79.0	81.0	160.0	48.0	0.001	0.003991	17961	6942	24903	4488	2395.28	1.0
3	4	F1805	TAQUARITINGA DO NORTE	0.539	0.406	0.656	0.555	0.385	0.255	0.495	0.406	79.0	81.0	160.0	48.0	0.001	0.003991	17961	6942	24903	4488	2395.28	1.0
4	5	F1804	TAQUARITINGA DO NORTE	0.539	0.406	0.656	0.555	0.385	0.255	0.495	0.406	79.0	81.0	160.0	48.0	0.001	0.003991	17961	6942	24903	4488	2395.28	1.0
5	6	F1809	TAQUARITINGA DO NORTE	0.539	0.406	0.656	0.555	0.385	0.255	0.495	0.406	79.0	81.0	160.0	48.0	0.001	0.003991	17961	6942	24903	4488	2395.28	1.0
6	7	F1802	TAQUARITINGA DO NORTE	0.539	0.406	0.656	0.555	0.385	0.255	0.495	0.406	50.0	45.0	95.0	25.0	0.001	0.002370	17961	6942	24903	4488	2395.28	1.0
7	8	F1803	TAQUARITINGA DO NORTE	0.539	0.406	0.656	0.555	0.385	0.255	0.495	0.406	50.0	45.0	95.0	25.0	0.001	0.002370	17961	6942	24903	4488	2395.28	1.0
8	9	F1471	TAQUARITINGA DO NORTE	0.539	0.406	0.656	0.555	0.385	0.255	0.495	0.406	0.0	0.0	0.0	0.0	0.000	0.000000	17961	6942	24903	4488	2395.28	1.0
9	10	F1793	TAQUARITINGA DO NORTE	0.539	0.406	0.656	0.555	0.385	0.255	0.495	0.406	0.0	0.0	0.0	0.0	0.000	0.000000	17961	6942	24903	4488	2395.28	1.0

Last rows

	Unnamed: 0	id.x	NM_MU	IVS_2000	IVS_INF_00	IVS_CPH_00	IVS_REN_00	IVS_2010	IVS_INF_10	IVS_CPH_10	IVS_REN_10	MASC	FEM	POP	DOM_OCU	Dens_Dom	Dens_hab	Pop_Urbana	Pop_Rural	Pop_Total	Area	VTN_MED	URB_RURAL
1235	1236	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	34125	1429	35554	346	5105.25	NaN
1236	1237	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	34125	1429	35554	346	5105.25	NaN
1237	1238	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	34125	1429	35554	346	5105.25	NaN
1238	1239	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	34125	1429	35554	346	5105.25	NaN
1239	1240	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	34125	1429	35554	346	5105.25	NaN
1240	1241	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	34125	1429	35554	346	5105.25	NaN
1241	1242	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	34125	1429	35554	346	5105.25	NaN
1242	1243	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	34125	1429	35554	346	5105.25	NaN
1243	1244	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	34125	1429	35554	346	5105.25	NaN
1244	1245	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	34125	1429	35554	346	5105.25	NaN

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows